{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preparing Training Data (remote sensing) for DeepLab\n",
    "\n",
    "Training data is critical for supervised learning. There are many public training data available online, such as [ImageNet](http://www.image-net.org/) and [PASCAL VOC 2012](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/), can be used to train deep learning algorithms. Images in these datasets are from everyday scenes and contain targets such as cats, cars, and people.   \n",
    "\n",
    "We need to prepare our new, unique training data because both images and targets are different from those in the public datasets. We use images from satellites or airborne platforms, and targets are landforms, landslides, and other objects on the surface. \n",
    "\n",
    "To understand how we prepare trianing data for DeepLab, we will go through each step in this tutorial. [DeepLab](https://github.com/tensorflow/models/tree/master/research/deeplab) is a supervised learning algorithm for labeling targets on images. An UAV-derived image covering Eboling Mountain on the Tibetan Plateau will be used for the demonstration. Please refer to [Huang et al., 2018](https://www.mdpi.com/2072-4292/10/12/2067) for more information."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A glimpse on training data\n",
    "\n",
    "#### Training images and the corresponding label images from PASCAL VOC 2012:\n",
    "![title](figures/voc_air_plane_layout_trim.png ) \n",
    "In this example, the label image (pixel-wise class map) shows where are the targets (airple) and background (sky). Usually, the pixels in the label images store the class ID (an integer), which is assigned with a specific color (e.g., red) for visualization. These label images were created by humans using annotation tools such as [labelme](https://github.com/wkentaro/labelme).\n",
    "\n",
    "#### Training polygons and remote sensing images:\n",
    "\n",
    " <img src=figures/training_polygon_source_trim.jpg width=\"800\"/>\n",
    "The figure above shows the distribution of the training polygons: 15 of them are non-gullies; seven were collected from field GPS measurements; and four were from manual delineation (digitizing).\n",
    " \n",
    "Compared with images from everyday scenes, remote sensing images have characteristics of a large size (e.g., > 10000 by 10000 pixels), multiple bands (>= three), and coordinates. The coordinates are very important because they represent target locations on the earth's surface.\n",
    "\n",
    "Two categories of training polygons: positive and negative polygons, are presented in the figure above. Positive ones are target boundaries (e.g., gully polygons), and negative ones are these covering non-target areas.\n",
    "\n",
    "<!-- #### Training data derived from remote sensing images:  -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: delineating training polgyons\n",
    "\n",
    "As mentioned in the previous cell, positive training polygons are target boundaries can be delineated on images or measured in the field. These postitive ones are also ground truhts used from validation of the mapping algorithm. If someone else already prepared these ground truths, then you can take them and save a lot of time. \n",
    "\n",
    "In the Eboling study, the ground truth polygons were collected using the Real-time Kinematic (RTK) measurements in the field and manually delineated (digitizing) on the UAV-derived images(aka DOM). \n",
    "\n",
    "The steps of delineation of polygons in [QGIS](https://www.qgis.org) include: (1) \"New Shapefile Layer\" and choosing \"Type\" as \"Polygon\"; (2) adding a new field name \"class_int\" to the shapefile; (3) \"Add feature\", i.e., adding polygons to the shapefile layer and inputitng \"class id\". \n",
    "\n",
    "\n",
    "We also need to add some negative training polygons because they help distinguish the gullies from the similar non-gully land covers during the training. One practical way to add negative ones and make them representative for training is that: running an initial mapping exercise by only using ground truths as training polygons, then adding negative ones to cover areas containing numerous false positives. Otherwise, creating negative training polygons requires expertise and ground knowledge of all the land covers in the study area.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: generating training data similar to PASCAL VOC 2012 dataset\n",
    "\n",
    "Because DeepLab only accept training data like PASCAL VOC dataset, we need to convert the training polygons and remote sensing images to this format. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# for demonatration, the image was downsampled from 0.15 m to 0.48 m.\n",
    "dom_path = \"eboling_image_polygons/UAV_DOM_Eboling_0.48m.tif\" # path of remote sensing images\n",
    "\n",
    "# the training polygons, inlcuding 70% of ground truths and negativ polygons\n",
    "training_polygon_path = \"eboling_image_polygons/train_polygons_digitize_gps_v5.shp\" # path of the training polygons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Make sure that the training data and remote sensing images have the same projection (Coordinate System)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "+proj=tmerc +lat_0=0 +lon_0=99 +k=1 +x_0=500000 +y_0=0 +datum=WGS84 +units=m +no_defs \n",
      "+proj=tmerc +lat_0=0 +lon_0=99 +k=1 +x_0=500000 +y_0=0 +datum=WGS84 +units=m +no_defs \n"
     ]
    }
   ],
   "source": [
    "# optional: output the prjection in proj4 format, and make sure they should be the same.\n",
    "!gdalsrsinfo -o proj4 eboling_image_polygons/UAV_DOM_Eboling_0.48m.tif\n",
    "!gdalsrsinfo -o proj4 eboling_image_polygons/train_polygons_digitize_gps_v5.shp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare a parameter file\n",
    "Most of the input files and parameter are set in a parameter file (e.g., para_pre.ini). Please open para_pre.ini using vim or other text editor and set the parameter before running scripts.\n",
    "\n",
    "Parameters the step of preparing training data include:\n",
    "1. working_root\n",
    "2. input_image_dir\n",
    "3. input_image_rescale\n",
    "4. training_polygons\n",
    "5. training_polygons_sub\n",
    "6. input_train_dir\n",
    "7. input_label_dir\n",
    "8. train_patch_width\n",
    "9. train_patch_height\n",
    "10. train_pixel_overlay_x\n",
    "11. train_pixel_overlay_y\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: para_file=para_pre.ini\n",
      "env: eo_dir=/Users/huanglingcao/codes/PycharmProjects/Landuse_DL\n",
      "/Users/huanglingcao/codes/PycharmProjects/Landuse_DL\n",
      "remove_previous_data.sh : remove previous data or results to run again\n"
     ]
    }
   ],
   "source": [
    "%env para_file=para_pre.ini\n",
    "# set the code path\n",
    "%env eo_dir=/Users/huanglingcao/codes/PycharmProjects/Landuse_DL  \n",
    "!echo ${eo_dir}\n",
    "# # remove previous data or results if necessary\n",
    "!${eo_dir}/thawslumpScripts/remove_previous_data.sh ${para_file}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get_sub_images_qtp.sh : extract sub-images and sub-labels for a given shape file (training polygons)\n",
      "2019-10-27 11:38:31: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:38:31: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:38:32: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:38:32: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/UAV_DOM_Eboling_0.48m.tif \n",
      "2019-10-27 11:38:32: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:38:32: obtaining 0th sub-image and the corresponding label raster\n",
      "2019-10-27 11:38:33: obtaining 1th sub-image and the corresponding label raster\n",
      "TopologyException: Input geom 1 is invalid: Self-intersection at or near point 668045.59660145082 4209336.0392965544 at 668045.59660145082 4209336.0392965544\n",
      "Traceback (most recent call last):\n",
      "  File \"/Users/huanglingcao/codes/PycharmProjects/Landuse_DL/sentinelScripts/get_subImages.py\", line 570, in <module>\n",
      "    main(options, args)\n",
      "  File \"/Users/huanglingcao/codes/PycharmProjects/Landuse_DL/sentinelScripts/get_subImages.py\", line 529, in main\n",
      "    get_sub_images_and_labels(t_polygons_shp, t_polygons_shp_all, bufferSize, image_tile_list, saved_dir, pre_name, dstnodata, brectangle=True)\n",
      "  File \"/Users/huanglingcao/codes/PycharmProjects/Landuse_DL/sentinelScripts/get_subImages.py\", line 465, in get_sub_images_and_labels\n",
      "    if get_sub_label(idx,subimg_saved_path, c_polygon, c_class_int, polygons_all, class_labels_all, bufferSize, brectangle, sublabel_saved_path) is False:\n",
      "  File \"/Users/huanglingcao/codes/PycharmProjects/Landuse_DL/sentinelScripts/get_subImages.py\", line 279, in get_sub_label\n",
      "    adj_polygons, adj_polygons_class = get_adjacent_polygons(center_polygon, polygons_all, class_int_all, bufferSize, brectangle)\n",
      "  File \"/Users/huanglingcao/codes/PycharmProjects/Landuse_DL/sentinelScripts/get_subImages.py\", line 164, in get_adjacent_polygons\n",
      "    inte_res = expansion_polygon.intersection(polygon)\n",
      "  File \"/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/shapely/geometry/base.py\", line 620, in intersection\n",
      "    return geom_factory(self.impl['intersection'](self, other))\n",
      "  File \"/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/shapely/topology.py\", line 70, in __call__\n",
      "    self._check_topology(err, this, other)\n",
      "  File \"/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/shapely/topology.py\", line 38, in _check_topology\n",
      "    self.fn.__name__, repr(geom)))\n",
      "shapely.errors.TopologicalError: The operation 'GEOSIntersection_r' could not be performed. Likely cause is invalidity of the geometry <shapely.geometry.polygon.Polygon object at 0x11d9c0b70>\n"
     ]
    }
   ],
   "source": [
    "#extract sub_images based on the training polgyons\n",
    "# !${eo_dir}/thawslumpScripts/get_sub_images_qtp.sh ${para_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A invalid polygon\n",
    "The error above may also occur when you obtaining sub-images. The error reported a self-intersection at point '668045.59660145082 4209336.0392965544'\n",
    "\n",
    "In QGIS, zoom in to this point using a tool named [zoomtocoordinates](https://plugins.qgis.org/plugins/zoomtocoordinates/), then we can see the self-intersection as the figure below:\n",
    "<img src=figures/self-intersection_example.png width=\"500\" />\n",
    "\n",
    "Then fix this issue by eidting the polygon and remove the self-intersection. After fixing the error, we run the script again.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "get_sub_images_qtp.sh : extract sub-images and sub-labels for a given shape file (training polygons)\n",
      "2019-10-27 11:53:22: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:53:23: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:53:23: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:53:23: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/UAV_DOM_Eboling_0.48m.tif \n",
      "2019-10-27 11:53:23: gdalsrsinfo -o proj4 /Users/huanglingcao/codes/PycharmProjects/Landuse_DL/tutorial/eboling_image_polygons/train_polygons_digitize_gps_v5.shp \n",
      "2019-10-27 11:53:24: obtaining 0th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:25: obtaining 1th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:25: obtaining 2th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:25: obtaining 3th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:26: obtaining 4th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:26: obtaining 5th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:26: obtaining 6th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:26: obtaining 7th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:26: obtaining 8th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:27: obtaining 9th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:27: obtaining 10th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:27: obtaining 11th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:28: obtaining 12th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:28: obtaining 13th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:28: obtaining 14th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:29: obtaining 15th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:29: obtaining 16th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:29: obtaining 17th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:29: obtaining 18th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:30: obtaining 19th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:30: obtaining 20th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:30: obtaining 21th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:30: obtaining 22th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:31: obtaining 23th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:31: obtaining 24th sub-image and the corresponding label raster\n",
      "2019-10-27 11:53:31: obtaining 25th sub-image and the corresponding label raster\n"
     ]
    }
   ],
   "source": [
    "#extract sub_images based on the training polgyons\n",
    "!${eo_dir}/thawslumpScripts/get_sub_images_qtp.sh ${para_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### check sub-images the corresponding label raster\n",
    "\n",
    "QGIS is the best way for visualiaztion, as follows, \n",
    "<img src=figures/qgis_label_raster.png width=\"600\" />\n",
    "\n",
    "The coordinates, pixel values, and training polygons can be checked together in QGIS.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "split_sub_images.sh : split sub-images and sub-labels\n",
      "input Width 1938  Height 1817\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 483, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 483, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1828  Height 1724\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 373, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 373, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 373, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1640  Height 1577\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 506, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 506, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1733  Height 2013\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 599, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 599, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 278, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 278, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1752  Height 900\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 618, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 618, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 618, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 297, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 297, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 297, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1880  Height 1664\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 425, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 425, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1515  Height 1437\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 381, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 381, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1471  Height 2113\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1776, 471, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 337, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1776, 337, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1449  Height 1593\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 315, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 315, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1529  Height 1692\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 395, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 395, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 2056  Height 1500\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 601, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 601, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 0, 280, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 171, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 492, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 813, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 1134, 280, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1304  Height 1510\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 491, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 491, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1314  Height 1363\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 501, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 501, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 501, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 501, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1309  Height 1380\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 496, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 496, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 496, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 496, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1302  Height 1317\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 489, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 489, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 489, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 489, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1354  Height 1477\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 541, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 541, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1380  Height 1369\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 567, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 567, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 567, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 567, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1300  Height 1371\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 487, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 487, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 487, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 487, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1332  Height 1539\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 519, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 519, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1427  Height 1996\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 614, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 614, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 293, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 293, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1344  Height 1566\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 531, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 531, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1265  Height 1309\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 452, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 452, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 452, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 452, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1358  Height 1417\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 545, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 545, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 545, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 545, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 545, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1370  Height 1672\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 557, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 557, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1265  Height 1336\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 452, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 452, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 452, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 452, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1345  Height 1434\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 532, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 532, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1938  Height 1817\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 621, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 483, 471)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 483, 621)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 483, 362)\n",
      "Input file size is 1938, 1817\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1828  Height 1724\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 621, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 373, 471)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 373, 621)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 373, 590)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 373, 269)\n",
      "Input file size is 1828, 1724\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1640  Height 1577\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 506, 471)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 506, 621)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 506, 443)\n",
      "Input file size is 1640, 1577\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1733  Height 2013\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 599, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 599, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 599, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 278, 471)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 278, 621)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1455, 278, 558)\n",
      "Input file size is 1733, 2013\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1752  Height 900\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 618, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 618, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 618, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 297, 471)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 297, 621)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 297, 408)\n",
      "Input file size is 1752, 900\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1880  Height 1664\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 425, 471)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 425, 621)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 425, 530)\n",
      "Input file size is 1880, 1664\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1515  Height 1437\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 381, 471)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 381, 621)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 381, 303)\n",
      "Input file size is 1515, 1437\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1471  Height 2113\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1776, 471, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 621, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1776, 621, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 337, 471)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 337, 621)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1776, 337, 337)\n",
      "Input file size is 1471, 2113\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1449  Height 1593\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 315, 471)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 315, 621)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 315, 459)\n",
      "Input file size is 1449, 1593\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1529  Height 1692\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 395, 471)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 395, 621)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 395, 558)\n",
      "Input file size is 1529, 1692\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 2056  Height 1500\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 621, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 621, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 621, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 0, 601, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 171, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 492, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 813, 601, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1455, 1134, 601, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 0, 280, 471)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 171, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 492, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 813, 280, 621)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1776, 1134, 280, 366)\n",
      "Input file size is 2056, 1500\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1304  Height 1510\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 491, 471)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 491, 621)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 491, 376)\n",
      "Input file size is 1304, 1510\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1314  Height 1363\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 501, 471)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 501, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 501, 621)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 501, 550)\n",
      "Input file size is 1314, 1363\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1309  Height 1380\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 496, 471)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 496, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 496, 621)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 496, 567)\n",
      "Input file size is 1309, 1380\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1302  Height 1317\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 489, 471)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 489, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 489, 621)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 489, 504)\n",
      "Input file size is 1302, 1317\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1354  Height 1477\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 541, 471)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 541, 621)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 541, 343)\n",
      "Input file size is 1354, 1477\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1380  Height 1369\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 567, 471)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 567, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 567, 621)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 567, 556)\n",
      "Input file size is 1380, 1369\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1300  Height 1371\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 487, 471)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 487, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 487, 621)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 487, 558)\n",
      "Input file size is 1300, 1371\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1332  Height 1539\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 519, 471)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 519, 621)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 519, 405)\n",
      "Input file size is 1332, 1539\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1427  Height 1996\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1455, 471, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1455, 621, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1455, 621, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 614, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 614, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1455, 614, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 0, 293, 471)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 171, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 492, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 813, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1134, 293, 621)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(1134, 1455, 293, 541)\n",
      "Input file size is 1427, 1996\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1344  Height 1566\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 531, 471)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 531, 621)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 531, 432)\n",
      "Input file size is 1344, 1566\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1265  Height 1309\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 452, 471)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 452, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 452, 621)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 452, 496)\n",
      "Input file size is 1265, 1309\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1358  Height 1417\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 545, 471)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 545, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 545, 621)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 545, 604)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 545, 283)\n",
      "Input file size is 1358, 1417\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1370  Height 1672\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 557, 471)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 557, 621)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 557, 538)\n",
      "Input file size is 1370, 1672\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1265  Height 1336\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 452, 471)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 452, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 452, 621)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 452, 523)\n",
      "Input file size is 1265, 1336\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "input Width 1345  Height 1434\n",
      "(0, 0, 471, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 171, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 492, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 813, 471, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(0, 1134, 471, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 0, 621, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 171, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 492, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 813, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(171, 1134, 621, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 0, 621, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 171, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 492, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 813, 621, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(492, 1134, 621, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 0, 532, 471)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 171, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 492, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 813, 532, 621)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
      "(813, 1134, 532, 300)\n",
      "Input file size is 1345, 1434\n",
      "0...10...20...30...40...50...60...70...80...90...100 - done.\n",
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      "split_images/UAV_DOM_Eboling_0.48m.tif_0_class_1_p_1.png split_labels/train_polygons_digitize_gps_v5_0_class_1_p_1.png\n",
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      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_12.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_12.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_13.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_13.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_14.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_14.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_15.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_15.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_16.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_16.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_17.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_17.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_18.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_18.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_19.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_19.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_2.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_2.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_3.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_3.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_4.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_4.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_5.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_5.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_6.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_6.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_7.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_7.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_8.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_8.png\n",
      "split_images/UAV_DOM_Eboling_0.48m.tif_9_class_1_p_9.png split_labels/train_polygons_digitize_gps_v5_9_class_1_p_9.png\n"
     ]
    }
   ],
   "source": [
    "# split sub-images to patches\n",
    "!${eo_dir}/thawslumpScripts/split_sub_images.sh ${para_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After subdividing, there are many image and label patches in folder *split_images* and *split_labels*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data augmentation\n",
    "\n",
    "To increase to volume and diversity of training data, we perform data agumentation for the image patch, the parameters for data augmentation in \"para_pre.ini\" file include:\n",
    "1. data_augmentation\n",
    "2. data_aug_ignore_classes\n",
    "\n",
    "To perform data augmentation, we run the following script:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "training_img_augment.sh : Perform image augmentation\n",
      "image format:  .png\n",
      "image augmentation on image patches\n",
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      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_30_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_30_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
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      "2019-10-27 14:38:50: Some of the images belong to class_0 are ingnore\n",
      "2019-10-27 14:38:50: save new file list to ../list/images_including_aug.txt\n",
      "image augmentation on label patches\n",
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      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
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      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (3 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (4 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (5 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (6 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (7 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (8 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (9 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (10 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (11 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (12 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (13 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (14 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_20_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_20_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (15 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_21_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_21_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (16 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_22_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_22_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (17 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_23_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_23_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (18 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_24_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_24_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (19 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_25_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_25_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (20 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_26_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_26_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (21 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_27_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_27_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (22 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_28_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_28_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (23 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_29_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_29_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (24 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (25 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_30_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_30_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (26 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_31_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_31_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (27 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_32_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_32_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (28 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_33_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_33_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (29 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_34_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_34_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (30 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_35_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_35_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (31 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (32 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (33 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (34 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (35 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (36 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_0_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (37 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (38 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (39 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (40 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (41 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (42 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (43 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (44 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (45 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (46 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (47 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (48 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (49 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (50 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (51 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (52 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (53 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (54 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (55 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (56 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_1_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (57 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (58 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (59 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (60 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (61 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (62 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (63 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (64 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (65 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (66 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (67 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (68 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (69 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (70 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (71 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (72 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_25_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (73 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (74 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (75 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (76 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (77 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (78 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (79 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (80 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (81 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (82 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (83 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (84 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (85 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (86 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (87 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (88 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (89 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (90 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (91 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (92 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_2_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (93 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (94 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (95 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (96 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (97 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (98 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (99 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (100 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (101 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (102 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (103 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (104 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (105 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (106 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_20_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_20_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (107 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_21_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_21_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (108 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_22_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_22_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (109 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_23_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_23_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (110 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_24_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_24_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (111 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_25_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_25_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (112 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_26_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_26_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (113 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_27_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_27_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (114 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_28_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_28_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (115 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_29_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_29_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (116 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (117 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (118 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (119 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (120 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (121 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (122 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_3_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (123 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (124 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (125 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (126 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (127 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (128 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (129 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (130 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (131 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (132 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (133 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (134 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (135 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (136 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (137 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (138 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (139 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (140 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (141 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (142 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_4_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (143 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (144 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (145 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (146 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (147 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (148 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (149 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (150 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (151 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (152 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (153 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (154 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (155 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (156 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (157 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (158 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_5_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (159 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (160 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (161 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (162 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (163 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (164 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (165 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (166 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (167 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (168 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (169 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (170 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (171 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (172 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (173 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (174 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (175 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (176 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (177 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (178 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_6_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (179 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (180 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (181 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (182 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (183 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (184 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (185 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (186 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (187 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (188 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (189 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (190 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (191 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (192 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (193 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (194 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (195 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (196 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (197 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (198 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_7_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (199 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (200 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (201 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (202 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (203 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (204 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (205 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (206 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (207 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (208 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (209 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (210 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (211 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (212 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (213 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (214 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_8_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (215 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_0_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_0_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (216 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_1_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_1_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (217 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_10_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_10_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (218 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_11_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_11_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (219 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_12_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_12_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (220 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_13_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_13_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (221 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_14_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_14_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (222 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_15_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_15_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (223 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_16_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_16_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (224 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_17_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_17_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (225 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_18_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_18_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (226 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_19_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_19_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (227 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_2_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_2_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (228 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_3_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_3_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (229 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_4_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_4_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (230 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_5_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_5_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (231 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_6_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_6_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (232 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_7_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_7_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (233 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_8_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_8_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "Augmentation of image (234 / 608)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_9_fliplr.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "/Users/huanglingcao/programs/anaconda3/lib/python3.6/site-packages/skimage/io/_io.py:132: UserWarning: ./UAV_DOM_Eboling_0.48m.tif_9_class_1_p_9_flipud.png is a low contrast image\n",
      "  warn('%s is a low contrast image' % fname)\n",
      "2019-10-27 14:39:00: Some of the images belong to class_0 are ingnore\n",
      "2019-10-27 14:39:00: save new file list to ../list/images_including_aug.txt\n"
     ]
    }
   ],
   "source": [
    "# data augmentation \n",
    "!${eo_dir}/thawslumpScripts/training_img_augment.sh ${para_file}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also can visualize these patches in QGIS. Notice that, the patches saved by data augmentation script lost their coordinates. It's ok because they are only for the purpose of training, which does not require coordinates. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Summary\n",
    "\n",
    "1. We go through the steps of preparation of training data. \n",
    "2. Jupyter notebook is good for demonstration and explanation. However, when I run this script, I would like to put all the script into one bash file, then run the bash file.\n",
    "\n",
    "### Next\n",
    "1. Traning, which requires Graphics processing units (GPUs), otherwise it will take too long. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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